# Deepfake Detection on OmniFake (In-domain) Source: [Deepfake Detection on OmniFake (In-domain)]() Collection index: [llms.txt]() Data updated: 2026-03-24T15:42:27.483Z Evaluation of Deepfake Detection performance on the in-domain split of the OmniFake dataset, reporting accuracy metrics specific to various generative models (ADM, BigGAN, SDXL, StyleGANXL). A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Deepfake Detection | | Dataset (including any stated split) | OmniFake (In-domain) | | Metric | ADM Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [ADM Accuracy](): Higher is better; unit: PERCENT. - [BigGAN Accuracy](): Higher is better; unit: PERCENT. - [SDXL Accuracy](): Higher is better; unit: PERCENT. - [StyleGANXL Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | ADM Accuracy | Result date | Report paper | | --- | --- | --- | --- | | VIGIL | 98.6 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | DDA | 97.8 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | VIGIL Cold-Start | 97.8 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | Veritas | 96.8 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | Co-SPY | 83.5 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | FakeVLM | 83.5 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | NPR | 83.1 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | D^3 | 82.7 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | SAFE | 79.4 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | C2P-CLIP | 79 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | UnivFD | 77.4 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | AIDE | 72.3 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | Gemini-3-Pro | 72.3 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | GPT-5.2 | 65.8 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | Kimi-K2.5 | 65.1 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | Qwen3-VL-8B | 54.4 | Not recorded | 69c21a9f0636e5bf4afc49c3 | | GLM-4.6V | 54.4 | Not recorded | 69c21a9f0636e5bf4afc49c3 | ### VIGIL ADM Accuracy: 98.6. Result ID: 69c2b0d147f34ce924abd754. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B"}. This record does not assert independent reproduction. ### DDA ADM Accuracy: 97.8. Result ID: 69c2b0d147f34ce924abd74b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VIGIL Cold-Start ADM Accuracy: 97.8. Result ID: 69c2b0d147f34ce924abd753. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Qwen3-VL-8B","mode":"Cold-Start"}. This record does not assert independent reproduction. ### Veritas ADM Accuracy: 96.8. Result ID: 69c2b0d147f34ce924abd752. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Co-SPY ADM Accuracy: 83.5. Result ID: 69c2b0d147f34ce924abd74a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FakeVLM ADM Accuracy: 83.5. Result ID: 69c2b0d147f34ce924abd751. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NPR ADM Accuracy: 83.1. Result ID: 69c2b0d147f34ce924abd745. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### D^3 ADM Accuracy: 82.7. Result ID: 69c2b0d147f34ce924abd749. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAFE ADM Accuracy: 79.4. Result ID: 69c2b0d147f34ce924abd746. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### C2P-CLIP ADM Accuracy: 79. Result ID: 69c2b0d147f34ce924abd748. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### UnivFD ADM Accuracy: 77.4. Result ID: 69c2b0d147f34ce924abd744. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AIDE ADM Accuracy: 72.3. Result ID: 69c2b0d147f34ce924abd747. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Gemini-3-Pro ADM Accuracy: 72.3. Result ID: 69c2b0d147f34ce924abd750. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GPT-5.2 ADM Accuracy: 65.8. Result ID: 69c2b0d147f34ce924abd74f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Kimi-K2.5 ADM Accuracy: 65.1. Result ID: 69c2b0d147f34ce924abd74e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen3-VL-8B ADM Accuracy: 54.4. Result ID: 69c2b0d147f34ce924abd74c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"zero-shot":"true"}. This record does not assert independent reproduction. ### GLM-4.6V ADM Accuracy: 54.4. Result ID: 69c2b0d147f34ce924abd74d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.